{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "categories = ['MMBench', 'MMVet', 'SEEDBench', 'MMMU', 'MathVista']\n",
    "data = {\n",
    "    \"InternLM-Xcomposer2-VL-7b\":[76.37, 46.5, 74.19, 40.33, 56.7],\n",
    "    \"InternLM-Xcomposer2-VL-7b-DPO\":[78.18,49.7,75.18,39.67,56.6],\n",
    "    \"Qwen-VL-Chat\":[56.53,48.5,59.63,35.67,35.6],\n",
    "    \"Qwen-VL-Chat-DPO\":[57.56,49.1,60.67,37.89,35.6],\n",
    "    \"LLaVA-Next-Mistral-7b\":[67.70,43.8,71.7,37.00,35.1],\n",
    "    \"LLaVA-Next-Mistral-7b-DPO\":[68.30,44.2,71.7,36.89,36.2],\n",
    "    \"LLaVA-Next-Vicuna-7b\":[62.71,38.2,68.17,34.00,31.3],\n",
    "    \"LLaVA-Next-Vicuna-7b-DPO\":[64.52,44.1,69.75,33.11,32.0]\n",
    "}\n",
    "\n",
    "baseline = [50,35,55,30,30]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from math import pi\n",
    "\n",
    "# Define the data\n",
    "\n",
    "N = len(categories)\n",
    "\n",
    "model1 = \"InternLM-Xcomposer2-VL-7b\"\n",
    "model2 = f\"{model1}-DPO\"\n",
    "\n",
    "values1 = data[model1]\n",
    "values2 = data[model2]\n",
    "max_values = [max(values1[i], values2[i]) for i in range(N)]\n",
    "# Normalize the data\n",
    "values1_normalized = [(v-baseline[i]) / (max_values[i]-baseline[i]) for i, v in enumerate(values1)]\n",
    "values2_normalized = [(v-baseline[i]) / (max_values[i]-baseline[i]) for i, v in enumerate(values2)]\n",
    "# Add more normalization as needed\n",
    "\n",
    "# Repeat the first value to close the circle\n",
    "values1_normalized += values1_normalized[:1]\n",
    "values2_normalized += values2_normalized[:1]\n",
    "\n",
    "# Calculate angle for each category\n",
    "angles = [n / float(N) * 2 * pi+0.5*pi for n in range(N)]\n",
    "\n",
    "# normalize each angle to [0, 2pi]\n",
    "angles = [a if a < 2*pi else a-2*pi for a in angles]\n",
    "\n",
    "angles += angles[:1]\n",
    "\n",
    "# Radar chart plot\n",
    "fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
    "\n",
    "# Draw one line per dataset\n",
    "ax.plot(angles, values1_normalized, color='orange', linewidth=2, linestyle='solid', label=model1)\n",
    "ax.plot(angles, values2_normalized, color='purple', linewidth=2, linestyle='solid', label=model2)\n",
    "# Add more lines for additional datasets\n",
    "\n",
    "# Fill area\n",
    "ax.fill(angles, values1_normalized, color='orange', alpha=0.1)\n",
    "ax.fill(angles, values2_normalized, color='purple', alpha=0.1)\n",
    "# Add more fills for additional datasets\n",
    "\n",
    "ax.set_yticklabels([])\n",
    "ax.set_xticks(angles[:-1])\n",
    "ax.set_xticklabels([])\n",
    "rticks = [0.2, 0.4, 0.6,0.8]\n",
    "ax.set_rticks(rticks)\n",
    "# remove the outline\n",
    "ax.spines['polar'].set_visible(False)\n",
    "#ax.tick_params(axis='both', which='major', pad=10)\n",
    "\n",
    "# Add rtick labels\n",
    "for i in range(N):\n",
    "    for r in rticks:\n",
    "        real_value = r * (max_values[i]-baseline[i]) + baseline[i]\n",
    "        ax.text(angles[i], r, \"{:.1f}\".format(real_value), ha='center', va='center')\n",
    "\n",
    "# Add xtick labels\n",
    "for i in range(N):\n",
    "    category = categories[i]\n",
    "    loc = 1.1\n",
    "    if category == \"MathVista\":\n",
    "        loc = 1.15\n",
    "    ax.text(angles[i], loc, categories[i], ha='center', va='center')\n",
    "\n",
    "plt.legend(bbox_to_anchor=(0.82,0.03))\n",
    "# Show the chart\n",
    "plt.savefig(f'{model1}_comparison.png', dpi=300,bbox_inches='tight',transparent=True)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
